小鹏汽车机器学习算法资深工程师/专家
社招全职3年以上地点:上海 | 广州 | 深圳状态:招聘
任职要求
1,计算机、机器人、人工智能相关专业本科以上学位,硕士以上学历优先; 2,熟悉主流的深度学习框架,如PyTorch、Tensorflow等,具有 End2End Planning, Deep Generative Model, Imitation Learning 等经历者优先; 3,熟练掌握C/C++/Python,拥有良好的编程习惯;熟悉Linux、ROS,具备算法开发和代码优化能力; 4,3年以上智能车、移动机器人、人工智能领域研究经历,具备机器学习规划算法实际项目经验者优先; 5,具备良好的团队合作精神和沟通能力,拥有开阔的学术视野和创新精神。 6,有顶级会议期刊一作(NIPS, CVPR, ECCV,ICML, ICRA, IROS等)、国际竞赛(nuscenes, argoverse, waymo, carla等)的优先; 7,有ACM竞赛获奖的优先。
工作职责
1,负责在园区、地下停车场等非公开道路场景/低速场景下基于机器学习的路径规划算法的研究、开发与落地; 2,参与模型训练、评测构建等相关工作; 3,支撑模型训练的数据闭环构建,根据实际业务需求迭代调优; 4,测试验证并跟踪算法的工程落地情况,保障项目验收和落地; 5,跟踪国内外最新的研究成果,并能实现应用于实际项目中。
包括英文材料
学历+
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
C+
https://www.freecodecamp.org/chinese/news/the-c-beginners-handbook/
本手册遵循二八定律。你将在 20% 的时间内学习 80% 的 C 编程语言。
https://www.youtube.com/watch?v=87SH2Cn0s9A
https://www.youtube.com/watch?v=KJgsSFOSQv0
This course will give you a full introduction into all of the core concepts in the C programming language.
https://www.youtube.com/watch?v=PaPN51Mm5qQ
In this complete C programming course, Dr. Charles Severance (aka Dr. Chuck) will help you understand computer architecture and low-level programming with the help of the classic C Programming language book written by Brian Kernighan and Dennis Ritchie.
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
编程规范+
[英文] Google Style Guides
https://google.github.io/styleguide/
Every major open-source project has its own style guide: a set of conventions (sometimes arbitrary) about how to write code for that project. It is much easier to understand a large codebase when all the code in it is in a consistent style.
Linux+
https://ryanstutorials.net/linuxtutorial/
Ok, so you want to learn how to use the Bash command line interface (terminal) on Unix/Linux.
https://ubuntu.com/tutorials/command-line-for-beginners
The Linux command line is a text interface to your computer.
https://www.youtube.com/watch?v=6WatcfENsOU
In this Linux crash course, you will learn the fundamental skills and tools you need to become a proficient Linux system administrator.
https://www.youtube.com/watch?v=v392lEyM29A
Never fear the command line again, make it fear you.
https://www.youtube.com/watch?v=ZtqBQ68cfJc
ROS+
https://www.youtube.com/watch?v=92Zz5nnd41c&list=PLk51HrKSBQ8-jTgD0qgRp1vmQeVSJ5SQC
https://www.youtube.com/watch?v=HJAE5Pk8Nyw
Ready to learn ROS2 and take your robotics skills to the next level?
https://www.youtube.com/watch?v=MWKnMPX0Yjg&list=PLU9tksFlQRircAdEplrH9NMm4WtSA8yzi
Do you want to know more about ROS the Robot Operating System?
算法+
https://roadmap.sh/datastructures-and-algorithms
Step by step guide to learn Data Structures and Algorithms in 2025
https://www.hellointerview.com/learn/code
A visual guide to the most important patterns and approaches for the coding interview.
https://www.w3schools.com/dsa/
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
NeurIPS+
https://neurips.cc/
CVPR+
https://cvpr.thecvf.com/
ECCV+
https://eccv.ecva.net/
ECCV is the official event under the European Computer Vision Association and is biannual on even numbered years.
ICML+
https://icml.cc/
相关职位
社招
1、负责前沿计算机视觉和图形学AI算法研究,跟进业界LLM、AIGC、多模态等前沿技术 2、负责多模态技术实现图像/视频内容理解、图像文本描述等在车载智能座舱的落地应用
更新于 2024-07-01

社招4年以上技术类
岗位职责: 1、负责电商风控相关反欺诈、薅羊毛等业务对应算法模型的需求对接、开发、落地与维护; 2、负责风控机器学习算法的研发、评估和实施,包括前沿算法能力搭建与应用等; 3、协助业务部门提升整体风控能力,降低业务场景整体风险; 4、为相关风控业务提供数据挖掘及机器学习方面的模型服务支持。
更新于 2023-12-26